{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "J9XZAsnQjCVz"
   },
   "outputs": [],
   "source": [
    "# Note: You can select between running the Notebook on \"CPU\" or \"GPU\"\n",
    "# Click \"Runtime > Change Runtime time\" and set \"GPU\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "FGzo4LZqjOWA"
   },
   "outputs": [],
   "source": [
    "#Uncomment to install ydata-synthetic lib\n",
    "#! pip install ydata-synthetic"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Time Series synthetic data generation with TimeGAN\n",
    "\n",
    "- TimeGAN - Implemented accordingly with the [paper](https://papers.nips.cc/paper/8789-time-series-generative-adversarial-networks)\n",
    "- This notebook is an example of how TimeGan can be used to generate synthetic time-series data.\n",
    "\n",
    "## Dataset and imports\n",
    "\n",
    "- The data used in this notebook was downloaded from [Yahoo finance](https://finance.yahoo.com/quote/GOOG/history?p=GOOG) and includes:\n",
    "    - **6 variables** - Open, High, Low, Close, Adj Close, Volume\n",
    "    - **1022 events** registered between the period of 1 January 2017 - 24 January 2021.\n",
    "    - The data was processed using a MinMaxScaler (all the variables were numeric)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "aEIlLGWpjtWL"
   },
   "outputs": [],
   "source": [
    "# Importing the required libs for the exercise\n",
    "\n",
    "from os import path\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from ydata_synthetic.synthesizers import ModelParameters, TrainParameters\n",
    "from ydata_synthetic.preprocessing.timeseries import processed_stock\n",
    "from ydata_synthetic.synthesizers.timeseries import TimeSeriesSynthesizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Define Model hyperparameters\n",
    "\n",
    "**Networks:**\n",
    "- Generator\n",
    "- Discriminator\n",
    "- Embedder\n",
    "- Recovery Network\n",
    "\n",
    "TimeGAN is a Generative model based on RNN networks. In this package the implemented version follows a very simple architecture that is shared by the four elements of the GAN.\n",
    "\n",
    "Similarly to other parameters, the architectures of each element should be optimized and tailored to the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Specific to TimeGANs\n",
    "seq_len = 24\n",
    "n_seq = 6\n",
    "hidden_dim = 24\n",
    "gamma = 1\n",
    "\n",
    "noise_dim = 32\n",
    "dim = 128\n",
    "batch_size = 128\n",
    "\n",
    "log_step = 100\n",
    "learning_rate = 5e-4\n",
    "# For quick prototyping\n",
    "# epochs=50000\n",
    "epochs = 10\n",
    "\n",
    "gan_args = ModelParameters(\n",
    "    batch_size=batch_size, lr=learning_rate, noise_dim=noise_dim, layers_dim=dim\n",
    ")\n",
    "\n",
    "train_args = TrainParameters(\n",
    "    epochs=epochs, sequence_length=seq_len, number_sequences=n_seq\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3685, 6)\n"
     ]
    }
   ],
   "source": [
    "data_path = '../../data/stock_data.csv'\n",
    "stock_data = pd.read_csv(data_path)\n",
    "cols = list(stock_data.columns)\n",
    "print(stock_data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Training the TimeGAN synthetizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "if path.exists(\"synthesizer_stock.pkl\"):\n",
    "    synth = TimeSeriesSynthesizer.load(\"synthesizer_stock.pkl\")\n",
    "else:\n",
    "    synth = TimeSeriesSynthesizer(modelname=\"timegan\", model_parameters=gan_args)\n",
    "    synth.fit(stock_data, train_args, num_cols=cols)\n",
    "    synth.save(\"synthesizer_stock.pkl\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### The generated synthetic stock data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3661, 24, 6)\n"
     ]
    }
   ],
   "source": [
    "stock_data_blocks = processed_stock(path=data_path, seq_len=seq_len)\n",
    "synth_data = np.asarray(synth.sample(len(stock_data_blocks)))\n",
    "print(synth_data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#Plotting some generated samples. Both Synthetic and Original data are still standartized with values between [0,1]\n",
    "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(15, 10))\n",
    "axes=axes.flatten()\n",
    "\n",
    "time = list(range(1,25))\n",
    "obs = np.random.randint(len(stock_data_blocks))\n",
    "\n",
    "for j, col in enumerate(cols):\n",
    "    df = pd.DataFrame({'Real': stock_data_blocks[obs][:, j],\n",
    "                   'Synthetic': synth_data[obs][:, j]})\n",
    "    df.plot(ax=axes[j],\n",
    "            title = col,\n",
    "            secondary_y='Synthetic data', style=['-', '--'])\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### Evaluation of the generated synthetic data (PCA and TSNE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "sample_size = 250\n",
    "idx = np.random.permutation(len(stock_data_blocks))[:sample_size]\n",
    "\n",
    "real_sample = np.asarray(stock_data_blocks)[idx]\n",
    "synthetic_sample = np.asarray(synth_data)[idx]\n",
    "\n",
    "#for the purpose of comparision we need the data to be 2-Dimensional. For that reason we are going to use only two componentes for both the PCA and TSNE.\n",
    "synth_data_reduced = real_sample.reshape(-1, seq_len)\n",
    "stock_data_reduced = np.asarray(synthetic_sample).reshape(-1,seq_len)\n",
    "\n",
    "n_components = 2\n",
    "pca = PCA(n_components=n_components)\n",
    "tsne = TSNE(n_components=n_components, n_iter=300)\n",
    "\n",
    "#The fit of the methods must be done only using the real sequential data\n",
    "pca.fit(stock_data_reduced)\n",
    "\n",
    "pca_real = pd.DataFrame(pca.transform(stock_data_reduced))\n",
    "pca_synth = pd.DataFrame(pca.transform(synth_data_reduced))\n",
    "\n",
    "data_reduced = np.concatenate((stock_data_reduced, synth_data_reduced), axis=0)\n",
    "tsne_results = pd.DataFrame(tsne.fit_transform(data_reduced))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Validating synthetic vs real data diversity and distributions')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#The scatter plots for PCA and TSNE methods\n",
    "import matplotlib.gridspec as gridspec\n",
    "fig = plt.figure(constrained_layout=True, figsize=(20,10))\n",
    "spec = gridspec.GridSpec(ncols=2, nrows=1, figure=fig)\n",
    "\n",
    "#TSNE scatter plot\n",
    "ax = fig.add_subplot(spec[0,0])\n",
    "ax.set_title('PCA results',\n",
    "             fontsize=20,\n",
    "             color='red',\n",
    "             pad=10)\n",
    "\n",
    "#PCA scatter plot\n",
    "plt.scatter(pca_real.iloc[:, 0].values, pca_real.iloc[:,1].values,\n",
    "            c='black', alpha=0.2, label='Original')\n",
    "plt.scatter(pca_synth.iloc[:,0], pca_synth.iloc[:,1],\n",
    "            c='red', alpha=0.2, label='Synthetic')\n",
    "ax.legend()\n",
    "\n",
    "ax2 = fig.add_subplot(spec[0,1])\n",
    "ax2.set_title('TSNE results',\n",
    "              fontsize=20,\n",
    "              color='red',\n",
    "              pad=10)\n",
    "\n",
    "plt.scatter(tsne_results.iloc[:sample_size, 0].values, tsne_results.iloc[:sample_size,1].values,\n",
    "            c='black', alpha=0.2, label='Original')\n",
    "plt.scatter(tsne_results.iloc[sample_size:,0], tsne_results.iloc[sample_size:,1],\n",
    "            c='red', alpha=0.2, label='Synthetic')\n",
    "\n",
    "ax2.legend()\n",
    "\n",
    "fig.suptitle('Validating synthetic vs real data diversity and distributions',\n",
    "             fontsize=16,\n",
    "             color='grey')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### Train synthetic test real (TSTR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from tensorflow.keras import Input, Sequential\n",
    "from tensorflow.keras.callbacks import EarlyStopping\n",
    "from tensorflow.keras.layers import GRU, Dense\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from tensorflow.keras.losses import MeanAbsoluteError\n",
    "\n",
    "#First implement a simple RNN model for prediction\n",
    "def RNN_regression(units):\n",
    "    opt = Adam(name='AdamOpt')\n",
    "    loss = MeanAbsoluteError(name='MAE')\n",
    "    model = Sequential()\n",
    "    model.add(GRU(units=units,\n",
    "                  name=f'RNN_1'))\n",
    "    model.add(Dense(units=6,\n",
    "                    activation='sigmoid',\n",
    "                    name='OUT'))\n",
    "    model.compile(optimizer=opt, loss=loss)\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Synthetic X train: (2745, 23, 6)\n",
      "Real X train: (2745, 23, 6)\n",
      "Synthetic y train: (2745, 6)\n",
      "Real y train: (2745, 6)\n",
      "Real X test: (916, 23, 6)\n",
      "Real y test: (916, 6)\n"
     ]
    }
   ],
   "source": [
    "#Prepare the dataset for the regression model\n",
    "stock_data=np.asarray(stock_data_blocks)\n",
    "synth_data = synth_data[:len(stock_data)]\n",
    "n_events = len(stock_data)\n",
    "\n",
    "#Split data on train and test\n",
    "idx = np.arange(n_events)\n",
    "n_train = int(.75*n_events)\n",
    "train_idx = idx[:n_train]\n",
    "test_idx = idx[n_train:]\n",
    "\n",
    "#Define the X for synthetic and real data\n",
    "X_stock_train = stock_data[train_idx, :seq_len-1, :]\n",
    "X_synth_train = synth_data[train_idx, :seq_len-1, :]\n",
    "\n",
    "X_stock_test = stock_data[test_idx, :seq_len-1, :]\n",
    "y_stock_test = stock_data[test_idx, -1, :]\n",
    "\n",
    "#Define the y for synthetic and real datasets\n",
    "y_stock_train = stock_data[train_idx, -1, :]\n",
    "y_synth_train = synth_data[train_idx, -1, :]\n",
    "\n",
    "print('Synthetic X train: {}'.format(X_synth_train.shape))\n",
    "print('Real X train: {}'.format(X_stock_train.shape))\n",
    "\n",
    "print('Synthetic y train: {}'.format(y_synth_train.shape))\n",
    "print('Real y train: {}'.format(y_stock_train.shape))\n",
    "\n",
    "print('Real X test: {}'.format(X_stock_test.shape))\n",
    "print('Real y test: {}'.format(y_stock_test.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.\n",
      "WARNING:absl:There is a known slowdown when using v2.11+ Keras optimizers on M1/M2 Macs. Falling back to the legacy Keras optimizer, i.e., `tf.keras.optimizers.legacy.Adam`.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/200\n",
      "22/22 [==============================] - 1s 14ms/step - loss: 0.2897 - val_loss: 0.2808\n",
      "Epoch 2/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.2690 - val_loss: 0.2563\n",
      "Epoch 3/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.2384 - val_loss: 0.2143\n",
      "Epoch 4/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.1787 - val_loss: 0.1274\n",
      "Epoch 5/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0973 - val_loss: 0.0784\n",
      "Epoch 6/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0654 - val_loss: 0.0535\n",
      "Epoch 7/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0474 - val_loss: 0.0417\n",
      "Epoch 8/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0377 - val_loss: 0.0341\n",
      "Epoch 9/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0306 - val_loss: 0.0279\n",
      "Epoch 10/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0257 - val_loss: 0.0245\n",
      "Epoch 11/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0235 - val_loss: 0.0230\n",
      "Epoch 12/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0216 - val_loss: 0.0226\n",
      "Epoch 13/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0204 - val_loss: 0.0205\n",
      "Epoch 14/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0196 - val_loss: 0.0196\n",
      "Epoch 15/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0187 - val_loss: 0.0191\n",
      "Epoch 16/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0181 - val_loss: 0.0186\n",
      "Epoch 17/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0176 - val_loss: 0.0179\n",
      "Epoch 18/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0171 - val_loss: 0.0177\n",
      "Epoch 19/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0169 - val_loss: 0.0170\n",
      "Epoch 20/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0164 - val_loss: 0.0167\n",
      "Epoch 21/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0161 - val_loss: 0.0167\n",
      "Epoch 22/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0160 - val_loss: 0.0169\n"
     ]
    }
   ],
   "source": [
    "#Training the model with the real train data\n",
    "ts_real = RNN_regression(12)\n",
    "early_stopping = EarlyStopping(monitor='val_loss')\n",
    "\n",
    "real_train = ts_real.fit(x=X_stock_train,\n",
    "                          y=y_stock_train,\n",
    "                          validation_data=(X_stock_test, y_stock_test),\n",
    "                          epochs=200,\n",
    "                          batch_size=128,\n",
    "                          callbacks=[early_stopping])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.\n",
      "WARNING:absl:There is a known slowdown when using v2.11+ Keras optimizers on M1/M2 Macs. Falling back to the legacy Keras optimizer, i.e., `tf.keras.optimizers.legacy.Adam`.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/200\n",
      "22/22 [==============================] - 1s 13ms/step - loss: 0.1764 - val_loss: 0.2847\n",
      "Epoch 2/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.1254 - val_loss: 0.2662\n",
      "Epoch 3/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0697 - val_loss: 0.2418\n",
      "Epoch 4/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0352 - val_loss: 0.2272\n",
      "Epoch 5/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0171 - val_loss: 0.2181\n",
      "Epoch 6/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0090 - val_loss: 0.2131\n",
      "Epoch 7/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0046 - val_loss: 0.2105\n",
      "Epoch 8/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 0.0018 - val_loss: 0.2092\n",
      "Epoch 9/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 3.8096e-04 - val_loss: 0.2089\n",
      "Epoch 10/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 1.7383e-04 - val_loss: 0.2089\n",
      "Epoch 11/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 2.3221e-04 - val_loss: 0.2088\n",
      "Epoch 12/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 2.0854e-04 - val_loss: 0.2088\n",
      "Epoch 13/200\n",
      "22/22 [==============================] - 0s 5ms/step - loss: 2.7825e-04 - val_loss: 0.2089\n"
     ]
    }
   ],
   "source": [
    "#Training the model with the synthetic data\n",
    "ts_synth = RNN_regression(12)\n",
    "synth_train = ts_synth.fit(x=X_synth_train,\n",
    "                          y=y_synth_train,\n",
    "                          validation_data=(X_stock_test, y_stock_test),\n",
    "                          epochs=200,\n",
    "                          batch_size=128,\n",
    "                          callbacks=[early_stopping])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29/29 [==============================] - 0s 945us/step\n",
      "29/29 [==============================] - 0s 926us/step\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>r2</th>\n",
       "      <th>MAE</th>\n",
       "      <th>MRLE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Real</th>\n",
       "      <td>0.895192</td>\n",
       "      <td>0.016886</td>\n",
       "      <td>0.000838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Synthetic</th>\n",
       "      <td>-0.281168</td>\n",
       "      <td>0.208933</td>\n",
       "      <td>0.035834</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 r2       MAE      MRLE\n",
       "Real       0.895192  0.016886  0.000838\n",
       "Synthetic -0.281168  0.208933  0.035834"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Summarize the metrics here as a pandas dataframe\n",
    "from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_log_error\n",
    "real_predictions = ts_real.predict(X_stock_test)\n",
    "synth_predictions = ts_synth.predict(X_stock_test)\n",
    "\n",
    "metrics_dict = {'r2': [r2_score(y_stock_test, real_predictions),\n",
    "                       r2_score(y_stock_test, synth_predictions)],\n",
    "                'MAE': [mean_absolute_error(y_stock_test, real_predictions),\n",
    "                        mean_absolute_error(y_stock_test, synth_predictions)],\n",
    "                'MRLE': [mean_squared_log_error(y_stock_test, real_predictions),\n",
    "                         mean_squared_log_error(y_stock_test, synth_predictions)]}\n",
    "\n",
    "results = pd.DataFrame(metrics_dict, index=['Real', 'Synthetic'])\n",
    "\n",
    "results"
   ]
  }
 ],
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